{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline \n",
    "import matplotlib.pylab\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df = pd.Series(np.random.randn(600), index = pd.date_range('7/1/2016', freq = 'D', periods = 600))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2016-07-01   -0.192140\n",
       "2016-07-02    0.357953\n",
       "2016-07-03   -0.201847\n",
       "2016-07-04   -0.372230\n",
       "2016-07-05    1.414753\n",
       "Freq: D, dtype: float64"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Rolling [window=10,center=False,axis=0]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r = df.rolling(window = 10)\n",
    "r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2016-07-01         NaN\n",
      "2016-07-02         NaN\n",
      "2016-07-03         NaN\n",
      "2016-07-04         NaN\n",
      "2016-07-05         NaN\n",
      "2016-07-06         NaN\n",
      "2016-07-07         NaN\n",
      "2016-07-08         NaN\n",
      "2016-07-09         NaN\n",
      "2016-07-10    0.300133\n",
      "2016-07-11    0.284780\n",
      "2016-07-12    0.252831\n",
      "2016-07-13    0.220699\n",
      "2016-07-14    0.167137\n",
      "2016-07-15    0.018593\n",
      "2016-07-16   -0.061414\n",
      "2016-07-17   -0.134593\n",
      "2016-07-18   -0.153333\n",
      "2016-07-19   -0.218928\n",
      "2016-07-20   -0.169426\n",
      "2016-07-21   -0.219747\n",
      "2016-07-22   -0.181266\n",
      "2016-07-23   -0.173674\n",
      "2016-07-24   -0.130629\n",
      "2016-07-25   -0.166730\n",
      "2016-07-26   -0.233044\n",
      "2016-07-27   -0.256642\n",
      "2016-07-28   -0.280738\n",
      "2016-07-29   -0.289893\n",
      "2016-07-30   -0.379625\n",
      "                ...   \n",
      "2018-01-22   -0.211467\n",
      "2018-01-23    0.034996\n",
      "2018-01-24   -0.105910\n",
      "2018-01-25   -0.145774\n",
      "2018-01-26   -0.089320\n",
      "2018-01-27   -0.164370\n",
      "2018-01-28   -0.110892\n",
      "2018-01-29   -0.205786\n",
      "2018-01-30   -0.101162\n",
      "2018-01-31   -0.034760\n",
      "2018-02-01    0.229333\n",
      "2018-02-02    0.043741\n",
      "2018-02-03    0.052837\n",
      "2018-02-04    0.057746\n",
      "2018-02-05   -0.071401\n",
      "2018-02-06   -0.011153\n",
      "2018-02-07   -0.045737\n",
      "2018-02-08   -0.021983\n",
      "2018-02-09   -0.196715\n",
      "2018-02-10   -0.063721\n",
      "2018-02-11   -0.289452\n",
      "2018-02-12   -0.050946\n",
      "2018-02-13   -0.047014\n",
      "2018-02-14    0.048754\n",
      "2018-02-15    0.143949\n",
      "2018-02-16    0.424823\n",
      "2018-02-17    0.361878\n",
      "2018-02-18    0.363235\n",
      "2018-02-19    0.517436\n",
      "2018-02-20    0.368020\n",
      "Freq: D, Length: 600, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "#r.max, r.median, r.std, r.skew, r.sum, r.var\n",
    "print(r.mean())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x249627fb6d8>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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6dYq6FRSUdDqefTAqDmrcUczn4IoVwFlnAaecEnVLPAn7ndsXwJ8AzP7xWHcDmKpp2rBM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\nxo3Oqa6uXc3HHNspaDZupOPldSrT7bd7m6BhBmMPLhV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+yB459VStzYSf6wX4uh06sIQ6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nm+uGdwmfNPBrhiavBg2Yh23z3qlhTPPh+22CLzJoOLK5IIEyiKa4DLvoOxL7l85JHAwoXx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\nRERERESJ9v9hGM+wUSjtmQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x24963a85710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "plt.figure(figsize=(15, 5))\n",
    "\n",
    "df.plot(style='r--')\n",
    "df.rolling(window=10).mean().plot(style='b')"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
